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THE CONSCIOUSNESS ATLAS
Read. Experiment. Follow the evidence.

ConsciousnessLearn · Explore · Joseph Anady

G16 family 7: Rate-Distort

Adjusts state by a weighted utility-minus-error signal. A higher error reduces the state, while higher utility raises it, both with coefficient 0.05.

G16 cognitive familiesdocumented formula
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SOURCE 44 · megamind-family-07G16 cognitive families
x−0.05e+0.05ux-0.05e+0.05u

Read the equation

Adjusts state by a weighted utility-minus-error signal. A higher error reduces the state, while higher utility raises it, both with coefficient 0.05.

Its role in the build

Adjusts state by a weighted utility-minus-error signal.

Terms & definitions

TermMeaning in this source
x

current scalar family state

dx

change signal

d_x / dx_norm

normalized change signal

u / utility

utility input

e / err

error input

s / stab

stability input

φ

golden-ratio constant

How it works

  1. Read the displayed expression together with the surrounding source statement; it is retained as an expression rather than silently completed into an equality.

  2. Substitute the source-defined variables or recorded values and follow the displayed arithmetic and indexing exactly.

  3. Use this version’s variable definitions and update order. The same symbol may be assigned a different meaning in another build.

Assumptions & limits

Conditions

  • The surrounding implementation must define the input scales and any output clipping.

  • A formal rate–distortion result would also need a coding rate, distortion measure and feasible set.

Original context

Exact original notation
x - 0.05×err + 0.05×u

Related builds

Sources & provenance

01
MEGAMIND_Complete_Technical_Specification.docx
§6, cognitive family row 7 · Jan 24, 2026
x - 0.05×err + 0.05×u

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